Datasets:

nraptisss
/

TMF921-intent-to-config-25k

id stringlengths 12 12	messages listlengths 3 3	target_layer stringclasses 14 values	slice_type stringclasses 6 values	sst int64 1 5	sd stringclasses 4 values	use_case stringclasses 144 values	sector stringclasses 18 values	region stringclasses 54 values	latency_ms float64 0.1 1k	reliability_pct float64 90 100	dl_throughput_mbps float64 0.5 2k	ul_throughput_mbps float64 0.1 1k	max_ues int64 10 1M	lifecycle_operation stringclasses 9 values
61d045f3558d	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	eMBB	1	000002	worker safety tracking	mining	Open Pit Zone	100	99	500	25	1,000	create
d9c12c8f8b89	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	mMTC	3	000002	traffic light orchestration	smart_city	Urban Innovation District	200	99.9	5	5	100,000	create
276452d1f87c	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	eMBB	1	000001	UAV swarm coordination	defense	Military Base Perimeter	20	99.9	1,000	200	50,000	create
be072ee4a332	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	eMBB	1	000001	cold storage monitoring	retail	Retail Distribution Hub	30	99	200	200	5,000	create
e7d74a2ec151	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	MPS	5	000004	offshore platform monitoring	maritime	Medical Center District	1	99.999	100	75	100	create
db17aee925e6	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	mMTC	3	000003	stadium multi-angle replay	media	Industrial Zone North	1,000	99	25	0.5	1,000	create
2e5d4ed42133	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	MPS	5	000004	immersive VR concert streaming	media	Hospital Campus	5	99.9999	150	50	1,000	create
5896cc44c58c	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	MPS	5	000003	baggage tracking RFID	aviation	Airport Terminal Area	30	99.999	150	100	5,000	create
c78e6c43d21f	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	V2X	4	000002	smart grid protection relay	energy	Industrial Zone North	20	99.99	200	50	50	create
50731a9d201a	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	V2X	4	000001	environmental compliance sensing	mining	Factory Complex A	5	99.999	300	50	5,000	create
3f8c4eaa61e2	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	V2X	4	000001	crane remote operation	construction	Medical Center District	1	99.99	100	50	500	create
fcd78409f7a8	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	URLLC	2	000003	autonomous harvester coordination	agriculture	Agricultural Zone Delta	7	99.9999	200	75	1,000	create
b50d4418ce99	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	URLLC	2	000001	ore transport automation	mining	Open Pit Zone	2	99.999	100	25	1,000	create
c4a16cb8f7e9	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	mMTC	3	000002	police body camera streaming	public_safety	Disaster Response Area	1,000	99	5	0.5	1,000,000	create
494b650595fe	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	URLLC	2	000001	precision agriculture sensing	agriculture	Medical Center District	0.5	99.9999	100	50	10	create
e535a822df9c	[ { "role": "system", "content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a resume request, output the TMF921 Intent PATCH operation JSON that transitions the intent from Suspended back to Active state." }, { "role": "user", "content": "Bring intent 'mMTC Slice - Uav Swarm Coord...	tmf921_lifecycle_resume	mMTC	3	000003	UAV swarm coordination	defense	Factory Complex A	50	99	0.5	10	1,000,000	resume
b16c9ac25589	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	HMTC	5	000002	industrial robot coordination	manufacturing	Hospital Campus	0.5	99.99999	200	50	100	create
b222f2b037c0	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	mMTC	3	000002	student collaboration platform	education	Healthcare Park	200	95	25	10	1,000,000	create
f5fc47b50956	[ { "role": "system", "content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a suspension request, output the TMF921 Intent PATCH operation JSON that transitions the intent to Suspended state." }, { "role": "user", "content": "Put intent 'V2X Slice - Crusher Plant Remote Control' o...	tmf921_lifecycle_suspend	V2X	4	000001	crusher plant remote control	mining	Mining Site Alpha	3	99.9999	150	150	10,000	suspend
574a673bc8af	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	mMTC	3	000002	BIM model synchronization	construction	Construction Site Gamma	500	90	10	0.1	100,000	create
b3861fd084ca	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	eMBB	1	000002	social media live stream	media	Convention Center	20	99.9	200	100	100	create
db0336fbe991	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	eMBB	1	000003	search and rescue communications	public_safety	Industrial Zone North	50	99.99	200	75	1,000	create
7466e2dbdc63	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	eMBB	1	000003	aircraft maintenance IoT	aviation	Runway Complex	50	99.99	200	25	50,000	create
a5b369c2ee0f	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	mMTC	3	000003	logistics convoy tracking	defense	Naval Port Zone	1,000	99.9	10	5	1,000	create
1e160d173f5a	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	MPS	5	000003	livestock tracking network	agriculture	Industrial Zone North	30	99.9999	75	25	500	create
e138d33b7746	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	eMBB	1	000001	fleet management telemetry	automotive	Industrial Zone North	100	99.95	100	150	50,000	create
88dbfd8fe5a6	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	eMBB	1	000002	drone detection and mitigation	aviation	Hospital Campus	80	99	300	100	1,000	create
13255a3502cf	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	eMBB	1	000003	site drone surveying	construction	Infrastructure Corridor	20	99	300	75	5,000	create
cfe0c4c9ab28	[ { "role": "system", "content": "You are a TMF921-compliant Intent Assurance system. Given a monitoring request, output a TMF921 Intent fulfillment report JSON with current KPI measurements, target compliance status, and fulfillmentInfo." }, { "role": "user", "content": "Provide an assurance repo...	tmf921_lifecycle_monitor	mMTC	3	000002	port container tracking	maritime	Healthcare Park	30	99.9	5	10	50,000	monitor
a405027bbc90	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	URLLC	2	000003	core network slice lifecycle	telecom	Healthcare Park	10	99.999	150	100	20	create
8bcf40b67598	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	V2X	4	000002	BIM model synchronization	construction	Industrial Zone North	5	99.9999	300	10	10,000	create
9533a958eee8	[ { "role": "system", "content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an...	o1_nrm	mMTC	3	000002	cloud gaming edge delivery	media	Convention Center	200	99.5	5	1	1,000	create
b6aa3109f6fa	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	URLLC	2	000001	public transport real-time info	smart_city	Industrial Zone North	5	99.999	200	10	100	create
e00d083d6d42	[ { "role": "system", "content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an...	o1_nrm	URLLC	2	000002	autonomous vehicle platooning	automotive	Highway Corridor M1	5	99.999	20	50	10	create
0d5d5ba9ebb0	[ { "role": "system", "content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an...	o1_nrm	URLLC	2	000003	digital twin synchronization	manufacturing	Industrial Zone North	3	99.999	150	150	500	create
cbe71d99959e	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	eMBB	1	000002	irrigation IoT control	agriculture	Industrial Zone North	30	99.95	500	100	100	create
97eb24e800fb	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	V2X	4	000002	secure interbank communication	finance	Industrial Zone North	1	99.9999	25	25	1,000	create
d7e0b91f38ec	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	mMTC	3	000003	spectrum sharing coordination	telecom	Healthcare Park	100	95	5	10	1,000	create
2a3ba591c3d4	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	URLLC	2	000001	logistics convoy tracking	defense	Healthcare Park	1	99.999	200	75	500	create
8b516a3d0736	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	MPS	5	000003	street lighting control	smart_city	Urban Innovation District	30	99.9999	50	100	1,000	create
1f7af60ac826	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	mMTC	3	000003	traffic light orchestration	smart_city	Downtown Core	500	99.9	50	25	500,000	create
ad5c64a4eb12	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	mMTC	3	000002	fleet route optimization	logistics	Healthcare Park	30	99.5	50	0.5	5,000	create
9527507f5ab0	[ { "role": "system", "content": "You are a TMF921-compliant Intent Assurance system. Given a monitoring request, output a TMF921 Intent fulfillment report JSON with current KPI measurements, target compliance status, and fulfillmentInfo." }, { "role": "user", "content": "Provide an assurance repo...	tmf921_lifecycle_monitor	URLLC	2	000003	first responder PTT network	public_safety	Hospital Campus	3	99.999	20	25	50	monitor
edadbf9080ce	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	eMBB	1	000003	baggage tracking RFID	aviation	Hospital Campus	20	99.9	1,000	150	50,000	create
3fa7e9ff8c0b	[ { "role": "system", "content": "You are a TMF921-compliant Intent Lifecycle Manager. Given a resume request, output the TMF921 Intent PATCH operation JSON that transitions the intent from Suspended back to Active state." }, { "role": "user", "content": "Reactivate intent intent-8f4717f1aa93 from...	tmf921_lifecycle_resume	mMTC	3	000003	campus IoT management	education	Industrial Zone North	500	99.9	5	0.5	1,000,000	resume
d1f67dcab948	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	URLLC	2	000001	AGV fleet management	manufacturing	Industrial Zone North	5	99.9999	50	100	50	create
8952512ce353	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	eMBB	1	000002	terminal crowd management	aviation	Factory Complex A	30	99.95	500	100	1,000	create
c974c9aef76e	[ { "role": "system", "content": "You are an O-RAN Non-RT RIC policy engine compliant with O-RAN WG2 A1 interface specification. Given a natural language description of a RAN policy requirement, output a valid A1 Policy JSON object with policyId, policyTypeId, scope (ueId, groupId, cellId), qosObjectives (gfb...	a1_policy	HMTC	5	000002	cold storage monitoring	retail	Industrial Zone North	2	99.9999	1,000	200	500	create
f64f40661d56	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	eMBB	1	000002	SON self-optimization	telecom	Cell Site Cluster	20	99	200	25	100	create
2f86ab61ca57	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	URLLC	2	000003	distributed generation coordination	energy	Healthcare Park	10	99.9999	300	50	5,000	create
b02462cc89c7	[ { "role": "system", "content": "You are a 5G/6G network orchestrator integrated with the CAMARA NetworkSliceBooking API. Given a natural language network intent, output a valid CAMARA NetworkSliceBooking JSON object with sliceType, sliceProfile (including latencyTarget, reliability, throughput with downlink...	camara	eMBB	1	000002	structural health monitoring	construction	Construction Site Gamma	100	99.9	300	75	100	create
643a0340531c	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	mMTC	3	000002	AR news production overlay	media	Hospital Campus	500	90	0.5	0.5	1,000,000	create
0bd3f2b66f05	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	URLLC	2	000002	urban noise monitoring	smart_city	Factory Complex A	10	99.9999	300	100	100	create
07b5a62908d3	[ { "role": "system", "content": "You are a TM Forum TMF921-compliant Intent Management system. Given a natural language network intent, output a valid TMF921 Intent Management API v4 JSON object. The response must include the full Intent resource with id, href, name, description, lifecycleState, priority, in...	tmf921	URLLC	2	000001	autonomous ship navigation	maritime	Healthcare Park	3	99.999	150	10	500	create
1cf082bfb61b	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	URLLC	2	000003	port container tracking	maritime	Industrial Zone North	1	99.999	150	50	1,000	create
3933780f7a3b	[ { "role": "system", "content": "You are an ETSI ZSM (Zero-touch Service Management) compliant intent handler following ETSI GS ZSM 009-1. Given a natural language network intent, output a valid ETSI ZSM Intent JSON object with intentId, intentType, intentOwner, intentExpression containing objectives with KP...	etsi_zsm	V2X	4	000002	demand response signaling	energy	Industrial Zone North	20	99.99	150	75	5,000	create
0e6adcb676bd	[ { "role": "system", "content": "You are a 5G O1 interface configuration manager compliant with 3GPP TS 28.541 NR Network Resource Model. Given a natural language request, output a valid O1 NRM configuration JSON with ManagedElement, GNBDUFunction, NRCellDU (including cellLocalId, arfcnDL, bSChannelBwDL), an...	o1_nrm	MPS	5	000004	precision agriculture sensing	agriculture	Hospital Campus	30	99.9999	200	50	100	create
95aed5a0e833	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	eMBB	1	000002	RAN energy saving automation	telecom	Hospital Campus	30	99.9	500	50	100	create
604d47b1112c	[ { "role": "system", "content": "You are a 3GPP Intent-Driven Management system compliant with TS 28.312 v18.8.0. Given a natural language network intent, output a valid 3GPP intent JSON object with intentExpectation containing expectationId, expectationVerb, expectationObject (with objectType and objectInst...	intent_3gpp	mMTC	3	000002	mobile payment processing	finance	Industrial Zone North	50	95	0.5	0.1	50,000	create

End of preview. Expand in Data Studio

TMF921-Grounded Intent-to-Network-Configuration Dataset (25K)

The most comprehensive open dataset for training LLMs to translate natural language network intents into spec-compliant 5G/6G configurations.

25,000 samples (22,500 train / 2,500 test) of natural language intents paired with structured network configurations across 6 target specification layers and 8 lifecycle operations, all grounded in real telecom standards.

What Makes This Dataset Unique

Feature	This Dataset	Prior Art (TelecomIntentBench)
TMF921 Intent Management API	6,250 samples (25%)	Not included
ETSI ZSM 009-1 Intents	2,500 samples (10%)	Not included
Intent Lifecycle Operations	1,750 multi-turn samples (7%)	Single-turn only
Total Specification Layers	6 layers	4 layers
Total Samples	25,000	10,000
Slice Types	6 (incl. HMTC/6G)	5
Industry Sectors	18	~10
Unique Use Cases	144	~50
Geographic Regions	54 with real coordinates	~20
Lifecycle Operations	8 types	None
JSON Schema Compliance	100% (validated)	100%

Motivation and Background

The Problem

Intent-Based Networking (IBN), as defined by IETF RFC 9315, promises autonomous network management where operators express high-level goals and the network fulfills them. For 5G/6G, this means translating a request like "provision a URLLC slice with sub-1ms latency for remote surgery" into structured configurations that the network can execute.

Recent work shows frontier LLMs can do this well. ORION (arXiv:2603.03667) demonstrated that GPT-5 and Claude Opus 4.5 achieve 100% policy generation success on 100 intents using CAMARA schema grounding. But smaller open-weight models fail without domain-specific fine-tuning.

The Gap

No open training dataset existed grounded in TMF921 -- the TM Forum's de facto industry standard for intent management in production OSS/BSS systems. Prior datasets were either evaluation-only (TeleQnA, GSMA OT), single-specification (TelecomIntentBench: 4 layers, no TMF921, no ETSI ZSM, no lifecycle), or proprietary.

This Dataset Fills the Gap

We provide the first open dataset with: (1) full TMF921 v4 API-compliant intent objects, (2) ETSI ZSM 009-1 cross-domain intents, (3) lifecycle operations covering the full TMF921 state machine, and (4) all grounded in normative 3GPP, TM Forum, ETSI, O-RAN, and CAMARA specifications.

Specification Grounding

Every configuration JSON conforms to its target specification's data model.

Primary Target Layers

Target Layer	Specification	Version	% of Dataset	Description
`tmf921`	TM Forum TMF921 Intent Management API	v4.0	25%	Full REST resource with `@type`, HATEOAS links, `relatedParty`, contexts
`intent_3gpp`	3GPP TS 28.312 Intent-Driven Management	v18.8.0	18%	Normative intent model with `intentExpectation`, S-NSSAI encoding
`camara`	CAMARA NetworkSliceBooking API	2024	17%	GSMA Open Gateway with `sliceProfile`, `areaOfService`, `duration`
`a1_policy`	O-RAN WG2 A1 Policy Framework	v04.00	13%	RAN policy with 5QI mapping, PRB quotas, scheduler weights
`o1_nrm`	3GPP TS 28.541 NR Network Resource Model	v18.7.0	10%	O1 config: `ManagedElement` > `GNBDUFunction` > `NRCellDU`
`etsi_zsm`	ETSI GS ZSM 009-1 Zero-touch Service Mgmt	v1.1.1	10%	Cross-domain intents with fulfillment strategies
`tmf921_lifecycle_*`	TMF921 Lifecycle Operations	v4.0	7%	8 operations: activate, monitor, modify, suspend, resume, terminate, report, scale

Additional Normative References

Specification	What It Governs
3GPP TS 23.501	S-NSSAI encoding (SST+SD), 5QI/QCI values
3GPP TS 22.261	5G service requirements, eMBB/URLLC KPI targets
3GPP TS 22.104	Industrial IoT KPI requirements
3GPP TS 22.186	V2X communication requirements
3GPP TS 38.104	NR frequency bands and ARFCN ranges
IETF RFC 9315	IBN concepts and definitions

Concept Mapping Across Specifications

Concept	TMF921	3GPP TS 28.312	ETSI ZSM
Top-level goal	`Intent`	`Intent`	`zsmIntent`
Goal expression	`IntentExpression`	`IntentExpectation`	`objectives`
KPI condition	`ExpectationTarget`	`targetCondition`	`kpiTargets`
Target resource	`ExpectationObject`	`objectInstance`	`constraints`
Spatial scope	`GeographicContext`	`expectationContext`	`spatial`
Temporal scope	`TemporalContext`	`expectationContext`	`temporal`
Lifecycle owner	`relatedParty` (IntentOwner)	RMIO	`intentOwner`
State machine	`lifecycleState`	`lifecycleStatus`	`intentState`

Dataset Schema

Columns

Column	Type	Description	Example
`id`	string	Unique content hash (12 chars)	`"a1b2c3d4e5f6"`
`messages`	list[dict]	ChatML: system + user + assistant	See below
`target_layer`	string	Target specification	`"tmf921"`, `"tmf921_lifecycle_monitor"`
`slice_type`	string	3GPP slice type	`"eMBB"`, `"URLLC"`, `"mMTC"`, `"V2X"`, `"MPS"`, `"HMTC"`
`sst`	int	Slice/Service Type	1-6 per TS 23.501
`sd`	string	Slice Differentiator	`"000001"`
`use_case`	string	Application use case	`"remote robotic surgery"`
`sector`	string	Industry sector	`"healthcare"`
`region`	string	Deployment region	`"Hospital Campus"`
`latency_ms`	float	E2E latency target (ms)	`1.0`
`reliability_pct`	float	Reliability target (%)	`99.9999`
`dl_throughput_mbps`	float	DL throughput (Mbps)	`100.0`
`ul_throughput_mbps`	float	UL throughput (Mbps)	`50.0`
`max_ues`	int	Max connected devices	`50`
`lifecycle_operation`	string	Operation type	`"create"`, `"monitor"`, `"scale"`

Message Format

Every sample has exactly 3 messages. The system prompt is layer-specific. The user message is the NL intent. The assistant message is always a valid, parseable JSON conforming to the target specification.

Target Layer JSON Examples

1. TMF921 Intent Management API v4

{
  "id": "intent-a1b2c3d4e5f6",
  "href": "/tmf-api/intentManagement/v4/intent/intent-a1b2c3d4e5f6",
  "name": "URLLC Slice - Remote Robotic Surgery",
  "description": "Intent for remote robotic surgery at Hospital Campus with URLLC service level",
  "lifecycleState": "Active",
  "priority": 1,
  "intentExpression": {
    "@type": "IntentExpression",
    "intentExpectation": [{
      "@type": "DeliveryExpectation",
      "id": "exp-f1e2d3c4b5a6",
      "name": "URLLC QoS Delivery Expectation",
      "expectationVerb": "DELIVER",
      "expectationObject": {
        "@type": "ExpectationObject",
        "objectType": "NetworkSlice",
        "objectInstance": "slice-urllc-abc123",
        "objectContexts": [
          {"contextAttribute": "sliceServiceType", "contextCondition": "IS_EQUAL_TO", "contextValueRange": "URLLC"},
          {"contextAttribute": "sNSSAI", "contextCondition": "IS_EQUAL_TO", "contextValueRange": {"sst": 2, "sd": "000001"}}
        ]
      },
      "expectationTargets": [
        {"@type": "ExpectationTarget", "targetName": "downlinkThroughput", "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO", "targetValueRange": 100, "targetMetric": "PLMNID.dl.ThpVol.NRCellDU", "unit": "Mbps"},
        {"@type": "ExpectationTarget", "targetName": "latency", "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO", "targetValueRange": 1, "targetMetric": "PLMNID.e2e.Latency", "unit": "ms"},
        {"@type": "ExpectationTarget", "targetName": "reliability", "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO", "targetValueRange": 99.9999, "unit": "percent"},
        {"@type": "ExpectationTarget", "targetName": "maxNumberOfUEs", "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO", "targetValueRange": 50, "unit": "UEs"}
      ],
      "expectationContexts": [
        {"@type": "GeographicContext", "contextAttribute": "serviceArea", "contextCondition": "IS_IN", "contextValueRange": {"name": "Hospital Campus", "areaType": "Circle", "center": {"latitude": 40.6301, "longitude": 22.9521}, "radius": 500, "radiusUnit": "meters"}},
        {"@type": "TemporalContext", "contextAttribute": "validityPeriod", "contextCondition": "IS_WITHIN", "contextValueRange": {"startDateTime": "2025-03-14T08:00:00Z", "endDateTime": "2025-03-14T20:00:00Z"}}
      ]
    }]
  },
  "relatedParty": [{"id": "party-abc123", "role": "IntentOwner", "name": "Healthcare Operations", "@type": "RelatedParty", "@referredType": "Organization"}],
  "fulfillmentInfo": {"fulfillmentStatus": "InProgress", "fulfillmentDate": "2025-03-14T08:00:00Z"},
  "@type": "Intent",
  "@baseType": "Entity",
  "@schemaLocation": "/tmf-api/intentManagement/v4/schema/Intent.schema.json"
}

2. 3GPP TS 28.312 Intent

{
  "intent": {
    "id": "intent-URLLC-a1b2c3d4e5f6",
    "name": "Remote Robotic Surgery URLLC Intent",
    "lifecycleStatus": "active",
    "intentExpectation": [{
      "expectationId": "exp-f1e2d3c4b5a6",
      "expectationVerb": "DELIVER",
      "expectationObject": {"objectType": "NW_SLICE", "objectInstance": {"sliceType": "URLLC", "sNSSAI": {"sst": 2, "sd": "000001"}}},
      "expectationTargets": [
        {"targetName": "downlinkThroughput", "targetCondition": "IS_GREATER_THAN", "targetValueRange": 100, "unit": "Mbps"},
        {"targetName": "latency", "targetCondition": "IS_LESS_THAN", "targetValueRange": 1, "unit": "ms"},
        {"targetName": "reliability", "targetCondition": "IS_GREATER_THAN", "targetValueRange": 99.9999, "unit": "percent"},
        {"targetName": "maxNumberOfUEs", "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO", "targetValueRange": 50, "unit": "UEs"}
      ],
      "expectationContexts": [
        {"contextAttribute": "serviceArea", "contextCondition": "IS_IN", "contextValueRange": "Hospital Campus"},
        {"contextAttribute": "useCase", "contextCondition": "IS_EQUAL_TO", "contextValueRange": "remote robotic surgery"}
      ]
    }],
    "intentContext": [{"contextAttribute": "lifecycle", "contextCondition": "IS_IN", "contextValueRange": ["active", "suspended"]}],
    "intentPriority": 1
  }
}

3. CAMARA NetworkSliceBooking

{
  "networkSliceBooking": {
    "sliceType": "URLLC",
    "sliceProfile": {"latencyTarget": 1, "reliability": 99.9999, "throughput": {"downlink": 100, "uplink": 50}, "maxNumberOfUEs": 50},
    "areaOfService": {"region": "Hospital Campus", "center": {"latitude": 40.6301, "longitude": 22.9521}, "radius": 500, "cells": ["cell-020", "cell-021"]},
    "duration": {"startTime": "2025-03-14T08:00:00Z", "endTime": "2025-03-14T20:00:00Z"},
    "notificationUrl": "https://callback.example.com/slice-events/abc123"
  }
}

4. O-RAN WG2 A1 Policy

{
  "a1Policy": {
    "policyId": "a1-pol-urllc-abc123",
    "policyTypeId": "QoSTarget",
    "scope": {"ueId": null, "groupId": "slice-urllc-abc123", "cellId": "cell-020", "sNSSAI": {"sst": 2, "sd": "000001"}},
    "qosObjectives": {"gfbr": 100, "mfbr": 120, "priorityLevel": 1, "5qi": 82, "pdb": 1, "per": 1e-06},
    "resourceAllocation": {"prbQuota": {"min": 30, "max": 60}, "schedulerWeight": 0.65, "maxUEs": 50},
    "enforcementAction": "APPLY",
    "enforcementScope": "RAN_SLICE"
  }
}

5. 3GPP TS 28.541 O1 NRM Configuration

{
  "ManagedElement": {
    "id": "gNB-003",
    "GNBDUFunction": {
      "id": "DU-003", "gNBId": 3, "gNBIdLength": 22,
      "NRCellDU": {
        "id": "NRCellDU-003-001", "cellLocalId": 1,
        "operationalState": "ENABLED", "administrativeState": "UNLOCKED",
        "nrFrequencyRef": "NRFrequency=n78", "arfcnDL": 632628, "bSChannelBwDL": 100,
        "nrPCI": 415, "nrTAC": 12345,
        "rrmPolicyMemberList": [{"snssai": {"sst": 2, "sd": "000001"}, "rrmPolicyMinRatio": 0.30, "rrmPolicyMaxRatio": 0.65, "rrmPolicyDedicatedRatio": 0.48}],
        "pLMNInfoList": [{"mcc": "234", "mnc": "15", "sNSSAIList": [{"sst": 2, "sd": "000001"}]}]
      }
    }
  }
}

6. ETSI ZSM 009-1 Intent

{
  "zsmIntent": {
    "intentId": "zsm-intent-a1b2c3d4e5f6",
    "intentType": "NetworkSliceIntent",
    "intentOwner": {"ownerId": "owner-abc123", "ownerType": "ManagementFunction", "ownerDomain": "healthcare_management"},
    "intentExpression": {
      "objectives": [{"objectiveId": "obj-abc123", "objectiveType": "QoSObjective", "kpiTargets": [
        {"kpi": "endToEndLatency", "operator": "lessThanOrEqual", "value": 1, "unit": "ms"},
        {"kpi": "serviceReliability", "operator": "greaterThanOrEqual", "value": 99.9999, "unit": "percent"},
        {"kpi": "dlThroughput", "operator": "greaterThanOrEqual", "value": 100, "unit": "Mbps"}
      ]}],
      "constraints": [{"constraintType": "ResourceConstraint", "parameter": "sliceServiceType", "value": "URLLC"}],
      "context": {
        "temporal": {"startTime": "2025-03-14T08:00:00Z", "endTime": "2025-03-14T20:00:00Z"},
        "spatial": {"areaName": "Hospital Campus", "coordinates": {"latitude": 40.6301, "longitude": 22.9521}, "radius": 500, "radiusUnit": "meters"},
        "administrative": {"tenantId": "tenant-abc123", "serviceDomain": "healthcare", "useCase": "remote robotic surgery"}
      }
    },
    "fulfillmentRequirements": {"fulfillmentStrategy": "Guaranteed", "escalationPolicy": "AutoRemediate", "assuranceInterval": 60, "assuranceIntervalUnit": "seconds"},
    "managementDomainMapping": {"domains": ["RAN", "Transport", "Core"], "orchestrationLevel": "EndToEnd"}
  }
}

7. TMF921 Lifecycle Operation (monitor example)

{
  "intentFulfillmentReport": {
    "intentId": "intent-a1b2c3d4e5f6",
    "reportTimestamp": "2025-03-14T12:00:00Z",
    "fulfillmentStatus": "Fulfilled",
    "kpiMeasurements": [
      {"kpi": "latency", "target": 1, "measured": 0.85, "unit": "ms", "compliant": true},
      {"kpi": "dlThroughput", "target": 100, "measured": 112.5, "unit": "Mbps", "compliant": true},
      {"kpi": "reliability", "target": 99.9999, "measured": 99.99992, "unit": "percent", "compliant": true}
    ],
    "overallSlaCompliance": true,
    "@type": "IntentFulfillmentReport"
  }
}

Dataset Statistics and Quality Validation

Distribution

Target Layer Distribution:

Layer	Train	Test	Total	%
tmf921	5,608	642	6,250	25.0%
intent_3gpp	4,059	441	4,500	18.0%
camara	3,848	402	4,250	17.0%
a1_policy	2,939	311	3,250	13.0%
etsi_zsm	2,213	287	2,500	10.0%
o1_nrm	2,256	244	2,500	10.0%
tmf921_lifecycle_*	1,577	173	1,750	7.0%

Slice Type Distribution:

Slice Type	Count	%	SST	KPI Spec Source
eMBB	6,248	25.0%	1	TS 22.261
URLLC	6,258	25.0%	2	TS 22.261, TS 22.104
mMTC	5,083	20.3%	3	TS 22.261
V2X	2,969	11.9%	4	TS 22.186
MPS	2,472	9.9%	5	TS 23.501 (SST=5, distinct SD)
HMTC	1,970	7.9%	5	TS 23.501 (Rel-17)

KPI Ranges (from 3GPP specs):

Slice	Latency (ms)	Reliability (%)	DL (Mbps)	Max UEs
eMBB	10-100	99.0-99.99	50-1,000	50-50K
URLLC	0.5-10	99.999-99.9999	10-500	5-5K
mMTC	10-1,000	90.0-99.99	0.1-50	1K-1M
V2X	1-20	99.99-99.9999	10-300	10-10K
MPS	1-30	99.999-99.9999	10-200	5-5K
HMTC (SST=5)	0.1-5	99.9999-99.99999	100-2,000	100-100K

18 Industry Sectors: Healthcare, Manufacturing, Automotive, Energy, Public Safety, Media, Agriculture, Logistics, Smart City, Mining, Defense, Education, Finance, Aviation, Maritime, Retail, Construction, Telecom

Quality Validation Results

Every sample was validated by scripts/audit_dataset.py:

Check	Train	Test	Total
JSON validity	100.0%	100.0%	100.0%
Schema compliance (per layer)	100.0%	100.0%	100.0%
Metadata-config consistency	100.0%	100.0%	100.0%
KPI within spec profile	100.0%	100.0%	100.0%
Unique IDs	100.0%	100.0%	100.0%
Unique NL messages	99.9%	100.0%	99.9%

NL Diversity: Avg message length 216 chars. 1,678 unique 6-word openings. No single opening exceeds 3.1%.

Quick Start

from datasets import load_dataset
ds = load_dataset("nraptisss/TMF921-intent-to-config-25k")

# Filter by layer
tmf921 = ds["train"].filter(lambda x: x["target_layer"] == "tmf921")

# Filter by slice type + sector
urllc_health = ds["train"].filter(lambda x: x["slice_type"] == "URLLC" and x["sector"] == "healthcare")

# Inspect a sample
import json
s = ds["train"][0]
print(s["messages"][1]["content"])  # NL intent
config = json.loads(s["messages"][2]["content"])  # parsed config

Training Recipes

QLoRA SFT (Recommended)

from trl import SFTTrainer, SFTConfig
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import LoraConfig
from datasets import load_dataset

ds = load_dataset("nraptisss/TMF921-intent-to-config-25k")
model_id = "Qwen/Qwen2.5-7B-Instruct"

peft_config = LoraConfig(r=16, lora_alpha=32,
    target_modules=["q_proj","k_proj","v_proj","o_proj","up_proj","down_proj"],
    lora_dropout=0.05, task_type="CAUSAL_LM")

trainer = SFTTrainer(
    model=model_id,
    train_dataset=ds["train"], eval_dataset=ds["test"],
    peft_config=peft_config,
    args=SFTConfig(
        output_dir="./tmf921-model", num_train_epochs=3,
        per_device_train_batch_size=4, gradient_accumulation_steps=4,
        learning_rate=2e-5, lr_scheduler_type="cosine", warmup_ratio=0.1,
        gradient_checkpointing=True, bf16=True, logging_steps=10,
        eval_strategy="epoch", save_strategy="epoch",
        push_to_hub=True, hub_model_id="your-user/tmf921-model"))
trainer.train()

Layer-Specialist and Curriculum Strategies

Train separate models per layer, or use curriculum learning: Stage 1 CAMARA (simplest) -> Stage 2 3GPP+A1 -> Stage 3 TMF921+ZSM+O1 (most complex) -> Stage 4 Lifecycle.

Evaluation Protocol

Metric	Description
JSON Validity Rate	% of outputs that parse as valid JSON
Schema Compliance	% with all required fields per target layer
KPI Accuracy (MSE)	Extracted KPI values vs ground truth metadata
Slice Type Accuracy	Correct eMBB/URLLC/mMTC/V2X/MPS/HMTC
Layer Routing Accuracy	Correct specification format for the system prompt
Lifecycle State Machine	Valid state transitions per TMF921

Generation Methodology

Design Principles

Specification grounding -- every JSON conforms to its target spec
Multi-layer coverage -- full TMF921 > 3GPP > CAMARA > A1 > O1 NRM stack
KPI realism -- values from TS 22.261, TS 22.104, TS 22.186 profiles
Lifecycle completeness -- TMF921/3GPP state machine: Create > Inactive > Active <> Suspended > Terminated

Why Template-Based (not LLM-generated)

	Template-Based (ours)	LLM-Based (e.g., RANSTRUCT)
Schema compliance	100% by construction	Risk of hallucinated fields
Reproducibility	Deterministic (seed=42)	Non-deterministic
Distribution control	Precise ratios	Uncontrolled
NL diversity	Bounded (4-8 templates/type)	Higher
Cost	Zero API calls	Requires LLM inference

Repository Structure

nraptisss/TMF921-intent-to-config-25k/
+-- README.md                          # This file
+-- data/
|   +-- train-00000-of-00001.parquet   # 22,500 training samples (60.1 MB)
|   +-- test-00000-of-00001.parquet    # 2,500 test samples (6.8 MB)
+-- scripts/
|   +-- generate_dataset.py            # Main generator (1,599 lines)
|   |     All spec constants, 6 JSON generators, 8 lifecycle generators,
|   |     NL templates, validation, statistics.
|   |     Usage: python generate_dataset.py [N_SAMPLES]
|   +-- audit_dataset.py               # Quality validation (268 lines)
|   |     JSON validity, schema compliance, KPI sanity, NL diversity,
|   |     cross-consistency checks.
|   |     Usage: python audit_dataset.py
|   +-- push_to_hub.py                 # Hub upload (60 lines)
|         JSON to HF Dataset conversion, type casting, push.
|         Usage: python push_to_hub.py
+-- paper/
    +-- paper.tex                      # IEEE Tran LaTeX source (6 pages)
    +-- paper.pdf                      # Compiled PDF

Reproduction Guide

# Prerequisites
pip install datasets huggingface_hub

# Step 1: Generate (seed=42, deterministic)
python scripts/generate_dataset.py 25000
# Output: train.json, test.json (~30 seconds, no GPU needed)

# Step 2: Validate
python scripts/audit_dataset.py
# Expected: 100% pass on all checks

# Step 3: Upload
huggingface-cli login
python scripts/push_to_hub.py

# Optional: Compile paper
cd paper/ && tectonic paper.tex  # or pdflatex paper.tex

Known Limitations and Future Work

Limitation	Mitigation Path
Template-bounded NL diversity (4-8 templates/type)	LLM paraphrasing (NEFMind: 100 paraphrases/seed)
Single-turn lifecycle operations	Multi-turn chains: create > activate > monitor > modify > terminate
No cross-layer consistency	Same intent mapped to all 6 layers simultaneously
No adversarial/ambiguous intents	Under-specified or contradictory intents with error responses
No real network validation	Connect to srsRAN or ns-3 for feasibility testing
HMTC (SST=6) is speculative	Update when 3GPP standardizes 6G slice types

Related Work

Paper	Year	Key Result	Relevance
ORION	2025	100% policy gen with GPT-5	Shows need for this dataset
TelecomGPT	2024	71.2% TeleQnA with 3-stage pipeline	Training methodology
ORANSight-2.0	2025	RAG-based spec data generation	Alternative generation approach
NEFMind	2025	98-100% API accuracy with QLoRA Phi-2	Small model + small data works
TelecomIntentBench	2025	First 10K intent-config dataset	Direct predecessor

License and Citation

License: Apache 2.0

@dataset{tmf921_intent_config_25k_2025,
  title     = {TMF921-Grounded Intent-to-Network-Configuration Dataset for 5G/6G},
  author    = {Raptis, Nikolaos},
  year      = {2025},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/nraptisss/TMF921-intent-to-config-25k},
  note      = {25,000 NL intent to spec-compliant network configuration pairs
               grounded in TMF921, 3GPP TS 28.312, ETSI ZSM 009-1, O-RAN A1,
               CAMARA, and 3GPP TS 28.541}
}

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Papers for nraptisss/TMF921-intent-to-config-25k

ORION: Intent-Aware Orchestration in Open RAN for SLA-Driven Network Management

Paper • 2603.03667 • Published Mar 4

NEFMind: Parameter-Efficient Fine-Tuning of Open-Source LLMs for Telecom APIs Automation

Paper • 2508.09240 • Published Aug 12, 2025